DocumentCode :
2933254
Title :
Cooperative Multi-Robot Systems A study of Vision-based 3-D Mapping using Information Theory
Author :
Rocha, Rui ; Dias, Jorge ; Carvalho, Adriano
Author_Institution :
Institute of Systems and Robotics Faculty of Sciences and Technology, Univ. of Coimbra Pinhal de Marrocos, 3030-290 Coimbra, PORTUGAL; Department of Electrical and Computer Engineering Faculty of Engineering, University of Porto Rua Dr. Roberto Frias, 420
fYear :
2005
fDate :
18-22 April 2005
Firstpage :
384
Lastpage :
389
Abstract :
Building cooperatively 3-D maps of unknown environments is one of the application fields of multi-robot systems. This article introduces a distributed architecture, within a probabilistic framework for vision-based 3-D mapping, whereby each robot is committed to cooperate with other robots through information sharing. An entropy-based measure of information utility is defined, which a robot uses for communicating to its teammates the most useful measurements, thus preventing the robot to overwhelm communication resources with redundant information. Experiments with real robots, equipped with stereo-vision, yielded important conclusions about the way robots should cooperate on sharing information.
Keywords :
3-D mapping; Cooperative multi-robot systems; communication; entropy; information utility; Application software; Computer vision; Entropy; Information theory; Mobile robots; Multirobot systems; Robot kinematics; Robot sensing systems; Robot vision systems; Simultaneous localization and mapping; 3-D mapping; Cooperative multi-robot systems; communication; entropy; information utility;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation, 2005. ICRA 2005. Proceedings of the 2005 IEEE International Conference on
Print_ISBN :
0-7803-8914-X
Type :
conf
DOI :
10.1109/ROBOT.2005.1570149
Filename :
1570149
Link To Document :
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